BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	34
Number of observations	776
Missing cells	52
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	206.2 KiB
Average record size in memory	272.2 B

Variable types

NUM	18
CAT	16

Warnings

`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`SpatGL` is highly correlated with `SpatDist`	High correlation
`SpatDist` is highly correlated with `SpatGL`	High correlation
`Fstf` has 52 (6.7%) missing values	Missing
`df_index` has unique values	Unique
`UArt1` has 24 (3.1%) zeros	Zeros
`AUrs1` has 662 (85.3%) zeros	Zeros
`AUrs2` has 768 (99.0%) zeros	Zeros

Reproduction

Analysis started	2020-11-13 16:13:38.077048
Analysis finished	2020-11-13 16:15:12.339066
Duration	1 minute and 34.26 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	776
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	915.9265464
Minimum	1
Maximum	1866
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	94.75
Q1	441.75
median	887.5
Q3	1406.25
95-th percentile	1787.25
Maximum	1866
Range	1865
Interquartile range (IQR)	964.5

Descriptive statistics

Standard deviation	551.3224112
Coefficient of variation (CV)	0.6019286299
Kurtosis	-1.258483608
Mean	915.9265464
Median Absolute Deviation (MAD)	480
Skewness	0.08555912258
Sum	710759
Variance	303956.401
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1066	1	0.1%
314	1	0.1%
344	1	0.1%
343	1	0.1%
1296	1	0.1%
341	1	0.1%
340	1	0.1%
1362	1	0.1%
337	1	0.1%
334	1	0.1%
Other values (766)	766	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
7	1	0.1%
12	1	0.1%
16	1	0.1%
17	1	0.1%

Value	Count	Frequency (%)
1866	1	0.1%
1865	1	0.1%
1862	1	0.1%
1861	1	0.1%
1860	1	0.1%

TempMax
Real number (ℝ_≥0)

Distinct	131
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	129.2396907
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	9
5-th percentile	21
Q1	60
median	96
Q3	147
95-th percentile	354.75
Maximum	1341
Range	1332
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	126.2041225
Coefficient of variation (CV)	0.9765121056
Kurtosis	24.64884457
Mean	129.2396907
Median Absolute Deviation (MAD)	39
Skewness	3.928065874
Sum	100290
Variance	15927.48054
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81	22	2.8%
96	21	2.7%
111	20	2.6%
87	20	2.6%
93	19	2.4%
48	19	2.4%
84	19	2.4%
54	18	2.3%
63	18	2.3%
60	18	2.3%
Other values (121)	582	75.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	4	0.5%
12	6	0.8%
15	7	0.9%
18	14	1.8%
21	10	1.3%

Value	Count	Frequency (%)
1341	1	0.1%
1152	1	0.1%
1116	1	0.1%
864	1	0.1%
813	1	0.1%

TempAvg
Real number (ℝ_≥0)

Distinct	176
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.74742268
Minimum	4
Maximum	920
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	4
5-th percentile	12
Q1	33
median	52
Q3	80.25
95-th percentile	164.5
Maximum	920
Range	916
Interquartile range (IQR)	47.25

Descriptive statistics

Standard deviation	66.49257533
Coefficient of variation (CV)	0.9814775633
Kurtosis	42.46168195
Mean	67.74742268
Median Absolute Deviation (MAD)	21
Skewness	4.857570493
Sum	52572
Variance	4421.262574
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	17	2.2%
48	15	1.9%
31	14	1.8%
45	14	1.8%
59	13	1.7%
36	13	1.7%
40	12	1.5%
54	12	1.5%
49	12	1.5%
24	12	1.5%
Other values (166)	642	82.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	0.1%
5	6	0.8%
6	4	0.5%
7	6	0.8%
8	3	0.4%

Value	Count	Frequency (%)
920	1	0.1%
499	1	0.1%
469	1	0.1%
426	2	0.3%
388	1	0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	720
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8867.671392
Minimum	971
Maximum	44252
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	971
5-th percentile	1785
Q1	3959.5
median	7063.5
Q3	12013
95-th percentile	23051.25
Maximum	44252
Range	43281
Interquartile range (IQR)	8053.5

Descriptive statistics

Standard deviation	6645.480517
Coefficient of variation (CV)	0.7494053651
Kurtosis	3.160937993
Mean	8867.671392
Median Absolute Deviation (MAD)	3666
Skewness	1.553534739
Sum	6881313
Variance	44162411.3
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6258	4	0.5%
9293	4	0.5%
4638	3	0.4%
7380	3	0.4%
3000	3	0.4%
5686	2	0.3%
6736	2	0.3%
3497	2	0.3%
1503	2	0.3%
11039	2	0.3%
Other values (710)	749	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
971	1	0.1%
1000	1	0.1%
1083	1	0.1%
1084	1	0.1%
1132	1	0.1%

Value	Count	Frequency (%)
44252	1	0.1%
43156	1	0.1%
38262	1	0.1%
35492	1	0.1%
35490	1	0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	727
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4128.474227
Minimum	135
Maximum	16851
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	135
5-th percentile	1092.25
Q1	2090.25
median	3562
Q3	5363.75
95-th percentile	9773
Maximum	16851
Range	16716
Interquartile range (IQR)	3273.5

Descriptive statistics

Standard deviation	2701.481392
Coefficient of variation (CV)	0.6543534593
Kurtosis	2.329667432
Mean	4128.474227
Median Absolute Deviation (MAD)	1551.5
Skewness	1.375664727
Sum	3203696
Variance	7298001.71
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8822	4	0.5%
1413	3	0.4%
1698	3	0.4%
3781	2	0.3%
6157	2	0.3%
1533	2	0.3%
3786	2	0.3%
7191	2	0.3%
3886	2	0.3%
16571	2	0.3%
Other values (717)	752	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	1	0.1%
387	1	0.1%
458	1	0.1%
476	1	0.1%
559	1	0.1%

Value	Count	Frequency (%)
16851	1	0.1%
16571	2	0.3%
15526	1	0.1%
14150	1	0.1%
12907	1	0.1%

TempDist
Real number (ℝ_≥0)

Distinct	25
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.958762887
Minimum	0
Maximum	24
Zeros	2
Zeros (%)	0.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	14
95-th percentile	22
Maximum	24
Range	24
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.230277829
Coefficient of variation (CV)	0.6256076081
Kurtosis	-0.4637744481
Mean	9.958762887
Median Absolute Deviation (MAD)	4
Skewness	0.7008416504
Sum	7728
Variance	38.81636182
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
6	71	9.1%
7	64	8.2%
8	54	7.0%
9	53	6.8%
5	52	6.7%
3	48	6.2%
10	48	6.2%
4	43	5.5%
12	36	4.6%
1	33	4.3%
Other values (15)	274	35.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.3%
1	33	4.3%
2	22	2.8%
3	48	6.2%
4	43	5.5%

Value	Count	Frequency (%)
24	18	2.3%
23	18	2.3%
22	22	2.8%
21	23	3.0%
20	14	1.8%

SpatDist
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	773
1519	1
44	1
18	1

Frequencies
Length

Value	Count	Frequency (%)
0	773	99.6%
1519	1	0.1%
44	1	0.1%
18	1	0.1%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	4
Median length	1
Mean length	1.006443299
Min length	1

Coverage
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.56701031
Minimum	5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	5
5-th percentile	20
Q1	36
median	51
Q3	67
95-th percentile	91
Maximum	100
Range	95
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	21.17224341
Coefficient of variation (CV)	0.4027667406
Kurtosis	-0.5726651675
Mean	52.56701031
Median Absolute Deviation (MAD)	15
Skewness	0.2420574864
Sum	40792
Variance	448.2638909
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	27	3.5%
42	22	2.8%
59	20	2.6%
36	17	2.2%
53	15	1.9%
60	15	1.9%
37	15	1.9%
39	15	1.9%
55	15	1.9%
45	14	1.8%
Other values (84)	601	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.1%
6	2	0.3%
7	2	0.3%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
100	12	1.5%
98	3	0.4%
97	2	0.3%
96	4	0.5%
95	3	0.4%

TempGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

1	774
3	2

Frequencies
Length

Value	Count	Frequency (%)
1	774	99.7%
3	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

2	773
1	3

Frequencies
Length

Value	Count	Frequency (%)
2	773	99.6%
1	3	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	774
2	2

Frequencies
Length

Value	Count	Frequency (%)
-1	774	99.7%
2	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.99742268
Min length	1

SpatIL
Real number (ℝ)

Distinct	6
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.652061856
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.106028467
Coefficient of variation (CV)	0.3028504199
Kurtosis	-0.009885910355
Mean	3.652061856
Median Absolute Deviation (MAD)	1
Skewness	-0.565763761
Sum	2834
Variance	1.223298969
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	270	34.8%
5	199	25.6%
3	161	20.7%
2	136	17.5%
1	7	0.9%
-1	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	3	0.4%
1	7	0.9%
2	136	17.5%
3	161	20.7%
4	270	34.8%

Value	Count	Frequency (%)
5	199	25.6%
4	270	34.8%
3	161	20.7%
2	136	17.5%
1	7	0.9%

TLCar
Real number (ℝ_≥0)

Distinct	529
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1510.466495
Minimum	1001
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1001
5-th percentile	1049.75
Q1	1255.75
median	1525.5
Q3	1759.5
95-th percentile	1942.5
Maximum	1999
Range	998
Interquartile range (IQR)	503.75

Descriptive statistics

Standard deviation	290.5090463
Coefficient of variation (CV)	0.1923306788
Kurtosis	-1.225551146
Mean	1510.466495
Median Absolute Deviation (MAD)	250.5
Skewness	-0.05891255953
Sum	1172122
Variance	84395.50597
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1902	5	0.6%
1421	4	0.5%
1584	4	0.5%
1229	4	0.5%
1867	4	0.5%
1893	4	0.5%
1191	4	0.5%
1568	4	0.5%
1999	4	0.5%
1698	3	0.4%
Other values (519)	736	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	2	0.3%
1002	1	0.1%
1003	1	0.1%
1006	2	0.3%
1010	1	0.1%

Value	Count	Frequency (%)
1999	4	0.5%
1998	1	0.1%
1997	2	0.3%
1996	1	0.1%
1994	2	0.3%

TLHGV
Real number (ℝ_≥0)

Distinct	392
Distinct (%)	50.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	746.9523196
Minimum	500
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	500
5-th percentile	524
Q1	620
median	742.5
Q3	871
95-th percentile	974
Maximum	999
Range	499
Interquartile range (IQR)	251

Descriptive statistics

Standard deviation	145.0603044
Coefficient of variation (CV)	0.194202897
Kurtosis	-1.20803133
Mean	746.9523196
Median Absolute Deviation (MAD)	126.5
Skewness	0.04566946891
Sum	579635
Variance	21042.49192
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
680	6	0.8%
871	6	0.8%
807	6	0.8%
982	6	0.8%
664	5	0.6%
869	5	0.6%
588	5	0.6%
822	5	0.6%
862	5	0.6%
672	5	0.6%
Other values (382)	722	93.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	3	0.4%
501	2	0.3%
504	1	0.1%
505	2	0.3%
506	5	0.6%

Value	Count	Frequency (%)
999	2	0.3%
998	1	0.1%
996	2	0.3%
995	2	0.3%
994	2	0.3%

Strasse
Categorical

Distinct	15
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

A3	198
A9	189
A96	88
A7	79
A73	60
Other values (10)	162

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	198	25.5%
A9	189	24.4%
A96	88	11.3%
A7	79	10.2%
A73	60	7.7%
A6	58	7.5%
A99	30	3.9%
A92	26	3.4%
A70	21	2.7%
A94	16	2.1%
Other values (5)	11	1.4%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.326030928
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

3	422
7	181
2	144
1	29

Frequencies
Length

Value	Count	Frequency (%)
3	422	54.4%
7	181	23.3%
2	144	18.6%
1	29	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.818298969
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.198351334
Coefficient of variation (CV)	0.4562505041
Kurtosis	-0.7128479285
Mean	4.818298969
Median Absolute Deviation (MAD)	0
Skewness	-1.056777988
Sum	3739
Variance	4.832748587
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	495	63.8%
1	181	23.3%
7	70	9.0%
3	24	3.1%
4	4	0.5%
5	2	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	181	23.3%
3	24	3.1%
4	4	0.5%
5	2	0.3%
6	495	63.8%

Value	Count	Frequency (%)
7	70	9.0%
6	495	63.8%
5	2	0.3%
4	4	0.5%
3	24	3.1%

Betei
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.340206186
Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	18
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.178399991
Coefficient of variation (CV)	0.5035453705
Kurtosis	41.83137283
Mean	2.340206186
Median Absolute Deviation (MAD)	0
Skewness	4.026433022
Sum	1816
Variance	1.388626538
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	396	51.0%
3	164	21.1%
1	130	16.8%
4	59	7.6%
5	16	2.1%
7	4	0.5%
6	4	0.5%
8	2	0.3%
18	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	130	16.8%
2	396	51.0%
3	164	21.1%
4	59	7.6%
5	16	2.1%

Value	Count	Frequency (%)
18	1	0.1%
8	2	0.3%
7	4	0.5%
6	4	0.5%
5	16	2.1%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.869845361
Minimum	0
Maximum	9
Zeros	24
Zeros (%)	3.1%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.810086529
Coefficient of variation (CV)	0.7261495659
Kurtosis	-0.9130273077
Mean	3.869845361
Median Absolute Deviation (MAD)	1
Skewness	0.8533956468
Sum	3003
Variance	7.896586299
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	344	44.3%
3	144	18.6%
8	107	13.8%
9	80	10.3%
1	31	4.0%
0	24	3.1%
7	23	3.0%
5	15	1.9%
6	4	0.5%
4	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	3.1%
1	31	4.0%
2	344	44.3%
3	144	18.6%
4	4	0.5%

Value	Count	Frequency (%)
9	80	10.3%
8	107	13.8%
7	23	3.0%
6	4	0.5%
5	15	1.9%

UArt2
Real number (ℝ)

Distinct	8
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7796391753
Minimum	-1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	9
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.620607381
Coefficient of variation (CV)	4.643952607
Kurtosis	0.8429057238
Mean	0.7796391753
Median Absolute Deviation (MAD)	0
Skewness	1.648366864
Sum	605
Variance	13.10879781
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
-1	613	79.0%
9	79	10.2%
8	50	6.4%
3	20	2.6%
2	6	0.8%
7	4	0.5%
1	3	0.4%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	613	79.0%
1	3	0.4%
2	6	0.8%
3	20	2.6%
4	1	0.1%

Value	Count	Frequency (%)
9	79	10.2%
8	50	6.4%
7	4	0.5%
4	1	0.1%
3	20	2.6%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.19458763
Minimum	0
Maximum	89
Zeros	662
Zeros (%)	85.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27.09185373
Coefficient of variation (CV)	2.420085011
Kurtosis	2.20043025
Mean	11.19458763
Median Absolute Deviation (MAD)	0
Skewness	2.03127464
Sum	8687
Variance	733.9685384
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	662	85.3%
73	63	8.1%
72	20	2.6%
89	11	1.4%
82	5	0.6%
88	4	0.5%
86	3	0.4%
81	3	0.4%
87	1	0.1%
84	1	0.1%
Other values (3)	3	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	662	85.3%
72	20	2.6%
73	63	8.1%
75	1	0.1%
77	1	0.1%

Value	Count	Frequency (%)
89	11	1.4%
88	4	0.5%
87	1	0.1%
86	3	0.4%
84	1	0.1%

AUrs2
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8118556701
Minimum	0
Maximum	89
Zeros	768
Zeros (%)	99.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.978562481
Coefficient of variation (CV)	9.827562675
Kurtosis	94.52119747
Mean	0.8118556701
Median Absolute Deviation (MAD)	0
Skewness	9.786766497
Sum	630
Variance	63.65745926
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	768	99.0%
75	2	0.3%
73	2	0.3%
89	1	0.1%
84	1	0.1%
81	1	0.1%
80	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	768	99.0%
73	2	0.3%
75	2	0.3%
80	1	0.1%
81	1	0.1%

Value	Count	Frequency (%)
89	1	0.1%
84	1	0.1%
81	1	0.1%
80	1	0.1%
75	2	0.3%

AufHi
Real number (ℝ)

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5476804124
Minimum	-1
Maximum	9
Zeros	2
Zeros (%)	0.3%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	3
95-th percentile	4
Maximum	9
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.096459635
Coefficient of variation (CV)	3.827888651
Kurtosis	-0.5856516027
Mean	0.5476804124
Median Absolute Deviation (MAD)	0
Skewness	0.8169640614
Sum	425
Variance	4.395143
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
-1	491	63.3%
3	241	31.1%
4	24	3.1%
5	12	1.5%
9	2	0.3%
8	2	0.3%
0	2	0.3%
2	1	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	491	63.3%
0	2	0.3%
1	1	0.1%
2	1	0.1%
3	241	31.1%

Value	Count	Frequency (%)
9	2	0.3%
8	2	0.3%
5	12	1.5%
4	24	3.1%
3	241	31.1%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	765
1	11

Frequencies
Length

Value	Count	Frequency (%)
-1	765	98.6%
1	11	1.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.985824742
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.2796391753
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	5
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.935848001
Coefficient of variation (CV)	-6.922663819
Kurtosis	3.941778148
Mean	-0.2796391753
Median Absolute Deviation (MAD)	0
Skewness	2.393163963
Sum	-217
Variance	3.747507483
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	679	87.5%
5	38	4.9%
4	33	4.3%
6	22	2.8%
2	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	679	87.5%
2	4	0.5%
4	33	4.3%
5	38	4.9%
6	22	2.8%

Value	Count	Frequency (%)
6	22	2.8%
5	38	4.9%
4	33	4.3%
2	4	0.5%
-1	679	87.5%

Char2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	747
6	29

Frequencies
Length

Value	Count	Frequency (%)
-1	747	96.3%
6	29	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.962628866
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	581
2	143
1	51
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	581	74.9%
2	143	18.4%
1	51	6.6%
-1	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.00128866
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	582
4	187
3	7

Frequencies
Length

Value	Count	Frequency (%)
-1	582	75.0%
4	187	24.1%
3	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.75
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	548
1	208
2	18
-1	2

Frequencies
Length

Value	Count	Frequency (%)
0	548	70.6%
1	208	26.8%
2	18	2.3%
-1	2	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.00257732
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	769
2	7

Frequencies
Length

Value	Count	Frequency (%)
-1	769	99.1%
2	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990979381
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	1.0%
Missing	52
Missing (%)	6.7%
Memory size	6.1 KiB

2	316
1	265
3	119
S	11
4	10
Other values (2)	3

Frequencies
Length

Value	Count	Frequency (%)
2	316	40.7%
1	265	34.1%
3	119	15.3%
S	11	1.4%
4	10	1.3%
5	2	0.3%
F	1	0.1%
(Missing)	52	6.7%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.134020619
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

Fr	130
Mo	117
Di	111
Do	106
Sa	104
Other values (3)	208

Frequencies
Length

Value	Count	Frequency (%)
Fr	130	16.8%
Mo	117	15.1%
Di	111	14.3%
Do	106	13.7%
Sa	104	13.4%
Mi	103	13.3%
So	98	12.6%
	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.981958763
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

-1	752
1	24

Frequencies
Length

Value	Count	Frequency (%)
-1	752	96.9%
1	24	3.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.969072165
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

Aug	92
Jul	79
Apr	71
Jun	70
May	67
Other values (7)	397

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Aug	92	11.9%
Jul	79	10.2%
Apr	71	9.1%
Jun	70	9.0%
May	67	8.6%
Oct	66	8.5%
Dec	65	8.4%
Mar	64	8.2%
Sep	58	7.5%
Nov	57	7.3%
Other values (2)	87	11.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AUrs2	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	1	69	28	6000	3475	10	41	1	2	-1	5	1691	686	A6	3	6	3	2	-1	89	0	-1	-1	-1	-1	0	-1	0	-1	2	Di	1	Jan
1	7	216	96	12991	5615	11	43	1	2	-1	2	1647	670	A3	3	7	3	3	-1	0	0	-1	-1	-1	-1	2	4	1	-1	2	Do	-1	Jan
2	12	33	15	4193	1493	12	34	1	2	-1	4	1079	686	A9	7	1	1	9	-1	72	0	3	-1	-1	-1	0	-1	2	-1	3	Sa	-1	Jan
3	16	132	45	9631	2632	22	25	1	2	-1	2	1098	683	A9	7	1	1	9	-1	72	73	3	-1	-1	-1	0	-1	1	2	3	Sa	-1	Jan
4	17	189	59	18160	3654	6	20	1	2	-1	3	1581	554	A96	3	6	2	3	-1	72	0	-1	-1	-1	-1	0	-1	2	-1	2	Sa	-1	Jan
5	21	108	52	6077	2809	1	44	1	2	-1	4	1942	930	A6	3	6	2	2	-1	0	0	-1	-1	-1	-1	2	4	0	-1	1	Mo	-1	Jan
6	22	102	68	5999	4222	9	59	1	2	-1	5	1610	680	A73	7	6	4	2	-1	0	0	-1	-1	-1	-1	2	4	1	-1	2	Mo	-1	Jan
7	23	102	68	5999	4222	9	59	1	2	-1	5	1610	680	A73	7	6	3	2	-1	0	0	-1	-1	-1	-1	2	4	1	-1	2	Mo	-1	Jan
8	24	39	27	1504	876	23	57	1	2	-1	5	1362	731	A7	2	1	1	8	-1	73	0	4	-1	4	-1	1	4	1	-1	2	Di	-1	Jan
9	28	18	19	3000	2742	3	87	1	2	-1	4	1639	822	A6	7	6	2	3	-1	0	0	-1	-1	-1	-1	2	4	2	-1	1	Mi	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
766	1851	117	88	6258	4606	6	74	1	2	-1	5	1823	744	A3	3	6	4	2	-1	-1	-1	-1	-1	2	4	0	-1	2	Do	1	Dec
767	1853	24	24	1000	1090	10	88	1	2	-1	4	1475	636	A9	3	1	3	9	-1	3	-1	5	6	0	-1	1	-1	3	Do	1	Dec
768	1855	81	49	3082	2294	16	71	1	2	-1	3	1562	890	A3	7	6	2	3	2	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Dec
769	1856	96	64	16282	10596	3	65	1	2	-1	3	1688	567	A6	2	6	2	2	-1	-1	-1	-1	-1	0	-1	0	-1	2	Fr	-1	Dec
770	1857	81	61	2698	2360	8	86	1	2	-1	4	1305	511	A7	3	1	1	9	-1	3	-1	6	-1	2	4	0	-1	2	Fr	-1	Dec
771	1860	201	93	14999	4372	16	29	1	2	-1	2	1875	579	A7	3	6	2	2	-1	-1	-1	-1	-1	0	-1	0	-1	1	Sa	-1	Dec
772	1861	45	26	3955	2768	22	75	1	2	-1	4	1262	925	A9	3	6	2	2	-1	-1	-1	-1	-1	0	-1	0	-1	1	So	-1	Dec
773	1862	39	31	13456	10007	11	74	1	2	-1	3	1850	582	A9	3	7	3	4	-1	-1	-1	-1	-1	2	4	0	-1	3	So	-1	Dec
774	1865	93	72	3418	2571	4	75	1	2	-1	5	1950	993	A3	3	6	3	2	-1	-1	-1	-1	-1	2	3	0	-1	2		-1	Dec
775	1866	69	62	1406	1260	6	78	1	2	-1	4	1155	500	A71	2	6	2	2	-1	-1	-1	-1	-1	0	-1	0	-1	1	Di	-1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows